SOTAVerified

Class Incremental Learning

Papers

Showing 121130 of 634 papers

TitleStatusHype
Replay-and-Forget-Free Graph Class-Incremental Learning: A Task Profiling and Prompting ApproachCode1
Foundation Model-Powered 3D Few-Shot Class Incremental Learning via Training-free AdaptorCode0
CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental LearningCode1
Brain-inspired continual pre-trained learner via silent synaptic consolidation0
Fair Class-Incremental Learning using Sample Weighting0
Task-recency bias strikes back: Adapting covariances in Exemplar-Free Class Incremental LearningCode1
Continual learning with task specialist0
Dynamic Integration of Task-Specific Adapters for Class Incremental Learning0
A preliminary study on continual learning in computer vision using Kolmogorov-Arnold NetworksCode1
ReFu: Recursive Fusion for Exemplar-Free 3D Class-Incremental Learning0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1S&B10-stage average accuracy68.18Unverified
2SCR10-stage average accuracy65.98Unverified
3iCaRL10-stage average accuracy63.24Unverified
4LUCIR10-stage average accuracy56.53Unverified
5ABD10-stage average accuracy54.44Unverified
6EWC10-stage average accuracy50.53Unverified
7EMR10-stage average accuracy48.66Unverified
8A-GEM10-stage average accuracy45.76Unverified
#ModelMetricClaimedVerifiedStatus
1PPCA-SWSLFinal Accuracy77.07Unverified
2PPCA-CLIPFinal Accuracy69.71Unverified
#ModelMetricClaimedVerifiedStatus
1PPCA-SWSLFinal Accuracy77.07Unverified
2PPCA-CLIPFinal Accuracy69.71Unverified
#ModelMetricClaimedVerifiedStatus
1SEEDAverage Incremental Accuracy61.7Unverified
#ModelMetricClaimedVerifiedStatus
1SEEDAverage Incremental Accuracy56.2Unverified
#ModelMetricClaimedVerifiedStatus
1SEEDAverage Incremental Accuracy42.6Unverified